What is the difference between a shallow copy and a deep copy of a set in Python?Benjamin C
In Python, when you want to create a copy of a set object, you have the option to make either a shallow copy or a deep copy. Understanding the difference between these two types of copies is crucial as it affects how changes to the original set or the copied set are reflected. 1. Shallow Copy: A shallow copy of a set creates a new set object but references the same elements as the original set. In other words, the elements themselves are not duplicated, but rather, both the original set and the shallow copy contain references to the same objects. Changes made to the elements (additions, removals, modifications) are reflected in both the original set and the shallow copy. Here's an example that demonstrates a shallow copy of a set:
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original_set = {1, 2, 3} shallow_copy = original_set.copy() shallow_copy.add(4) print(original_set) # Output: {1, 2, 3} print(shallow_copy) # Output: {1, 2, 3, 4}
In the above code,original_set
is the original set, andshallow_copy
is created using thecopy()
method. Adding an element to theshallow_copy
set affects both theshallow_copy
set and theoriginal_set
.
2. Deep Copy:
A deep copy of a set creates a completely independent copy of the original set. It creates a new set object and duplicates all the elements of the original set. The elements themselves are copied to the new set, ensuring that modifications made to one set do not affect the other.
Here's an example that demonstrates a deep copy of a set:
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import copy original_set = {1, 2, 3} deep_copy = copy.deepcopy(original_set) deep_copy.add(4) print(original_set) # Output: {1, 2, 3} print(deep_copy) # Output: {1, 2, 3, 4}
In the above code, thedeepcopy()
function from thecopy
module is used to create a deep copy of theoriginal_set
. Adding an element to thedeep_copy
set does not affect theoriginal_set
.
To summarize, the key differences between a shallow copy and a deep copy of a set in Python are:
- Shallow copy references the same elements as the original set, while deep copy duplicates the elements.
- Modifications to the elements in a shallow copy are reflected in the original set, while modifications in a deep copy do not affect the original set.
- Shallow copy is created using thecopy()
method, while deep copy is created using thedeepcopy()
function from thecopy
module.
Consider the requirements of your program to determine whether you need a shallow copy or a deep copy of a set.
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